IEEE Transactions on Neural Networks and Learning Systems, Volume 34, Issue 11, December 2023

1) Towards Personalized Federated Learning

Author(s): Alysa Ziying Tan, Han Yu, Lizhen Cui, Qiang Yang

Pages: 9587 - 9603

2) Perception and Navigation in Autonomous Systems in the Era of Learning: A Survey

Author(s): Yang Tang, Chaoqiang Zhao, Jianrui Wang, Chongzhen Zhang, Qiyu Sun, Wei Xing Zheng, Wenli Du, Feng Qian, Jürgen Kurths

Pages: 9604 - 9624

3) Collaborative Machine Learning: Schemes, Robustness, and Privacy

Author(s): Junbo Wang, Amitangshu Pal, Qinglin Yang, Krishna Kant, Kaiming Zhu, Song Guo

Pages: 9625 - 9642

4) Cosine 2DPCA With Weighted Projection Maximization

Author(s): Xiaofeng Wang, Leyan Shi, Jun Liu, Minglu Zhang

Pages: 9643 - 9656

5) MuLHiTA: A Novel Multiclass Classification Framework With Multibranch LSTM and Hierarchical Temporal Attention for Early Detection of Mental Stress

Author(s): Likun Xia, Yuan Feng, Ziheng Guo, Jinhong Ding, Yanlei Li, Yifan Li, Ming Ma, Guoxi Gan, Yehan Xu, Jingyu Luo, Zhiping Shi, Yong Guan

Pages: 9657 - 9670

6) G3SR: Global Graph Guided Session-Based Recommendation

Author(s): Zhi-Hong Deng, Chang-Dong Wang, Ling Huang, Jian-Huang Lai, Philip S. Yu

Pages: 9671 - 9684

7) Dynamic Event-Triggered Formation Control for Heterogeneous Multiagent Systems With Nonautonomous Leader Agent

Author(s): Weizhao Song, Jian Feng, Huaguang Zhang, Wei Wang

Pages: 9685 - 9699

8) DHI-GAN: Improving Dental-Based Human Identification Using Generative Adversarial Networks

Author(s): Yi Lin, Fei Fan, Jianwei Zhang, Jizhe Zhou, Peixi Liao, Hu Chen, Zhenhua Deng, Yi Zhang

Pages: 9700 - 9712

9) Tackling the Challenges in Scene Graph Generation With Local-to-Global Interactions

Author(s): Sangmin Woo, Junhyug Noh, Kangil Kim

Pages: 9713 - 9726

10) Learning Skill Characteristics From Manipulations

Author(s): Xiao-Hu Zhou, Xiao-Liang Xie, Shi-Qi Liu, Zhen-Liang Ni, Yan-Jie Zhou, Rui-Qi Li, Mei-Jiang Gui, Chen-Chen Fan, Zhen-Qiu Feng, Gui-Bin Bian, Zeng-Guang Hou

Pages: 9727 - 9741

11) Instance Weighted Incremental Evolution Strategies for Reinforcement Learning in Dynamic Environments

Author(s): Zhi Wang, Chunlin Chen, Daoyi Dong

Pages: 9742 - 9756

12) iCVI-ARTMAP: Using Incremental Cluster Validity Indices and Adaptive Resonance Theory Reset Mechanism to Accelerate Validation and Achieve Multiprototype Unsupervised Representations

Author(s): Leonardo Enzo Brito da Silva, Nagasharath Rayapati, Donald C. Wunsch

Pages: 9757 - 9770

13) Neuroadaptive Performance Guaranteed Control for Multiagent Systems With Power Integrators and Unknown Measurement Sensitivity

Author(s): Hongjing Liang, Zhixu Du, Tingwen Huang, Yingnan Pan

Pages: 9771 - 9782

14) Toward Efficient Palmprint Feature Extraction by Learning a Single-Layer Convolution Network

Author(s): Lunke Fei, Shuping Zhao, Wei Jia, Bob Zhang, Jie Wen, Yong Xu

Pages: 9783 - 9794

15) Proportional–Integral Observer-Based State Estimation for Singularly Perturbed Complex Networks With Cyberattacks

Author(s): Lidan Liang, Jun Cheng, Jinde Cao, Zheng-Guang Wu, Wu-Hua Chen

Pages: 9795 - 9805

16) Detecting and Tracking of Multiple Mice Using Part Proposal Networks

Author(s): Zheheng Jiang, Zhihua Liu, Long Chen, Lei Tong, Xiangrong Zhang, Xiangyuan Lan, Danny Crookes, Ming-Hsuan Yang, Huiyu Zhou

Pages: 9806 - 9820

17) Asymptotic Tracking Control for Uncertain Nonlinear Strict-Feedback Systems With Unknown Time-Varying Delays

Author(s): Hong Cheng, Xiucai Huang, Hongwei Cao

Pages: 9821 - 9831

18) Self-Supervised Motion Perception for Spatiotemporal Representation Learning

Author(s): Chang Liu, Yuan Yao, Dezhao Luo, Yu Zhou, Qixiang Ye

Pages: 9832 - 9846

19) DAIS: Automatic Channel Pruning via Differentiable Annealing Indicator Search

Author(s): Yushuo Guan, Ning Liu, Pengyu Zhao, Zhengping Che, Kaigui Bian, Yanzhi Wang, Jian Tang

Pages: 9847 - 9858

20) Graph Decoupling Attention Markov Networks for Semisupervised Graph Node Classification

Author(s): Jie Chen, Shouzhen Chen, Mingyuan Bai, Jian Pu, Junping Zhang, Junbin Gao

Pages: 9859 - 9873

21) Glove-Based Hand Gesture Recognition for Diver Communication

Author(s): Derek W. Orbaugh Antillon, Christopher R. Walker, Samuel Rosset, Iain A. Anderson

Pages: 9874 - 9886

22) A Multiplier Bootstrap Approach to Designing Robust Algorithms for Contextual Bandits

Author(s): Hong Xie, Qiao Tang, Qingsheng Zhu

Pages: 9887 - 9899

23) Robust RGB-T Tracking via Graph Attention-Based Bilinear Pooling

Author(s): Bin Kang, Dong Liang, Junxi Mei, Xiaoyang Tan, Quan Zhou, Dengyin Zhang

Pages: 9900 - 9911

24) SOKS: Automatic Searching of the Optimal Kernel Shapes for Stripe-Wise Network Pruning

Author(s): Guangzhe Liu, Ke Zhang, Meibo Lv

Pages: 9912 - 9924

25) Catastrophic Interference in Reinforcement Learning: A Solution Based on Context Division and Knowledge Distillation

Author(s): Tiantian Zhang, Xueqian Wang, Bin Liang, Bo Yuan

Pages: 9925 - 9939

26) Trusted-Data-Guided Label Enhancement on Noisy Labels

Author(s): Ning Xu, Jia-Yu Li, Yun-Peng Liu, Xin Geng

Pages: 9940 - 9951

27) SIN: Semantic Inference Network for Few-Shot Streaming Label Learning

Author(s): Zhen Wang, Liu Liu, Yiqun Duan, Dacheng Tao

Pages: 9952 - 9965

28) Unsupervised Multimodal Anomaly Detection With Missing Sources for Liquid Rocket Engine

Author(s): Yong Feng, Zijun Liu, Jinglong Chen, Haixin Lv, Jun Wang, Xinwei Zhang

Pages: 9966 - 9980

29) ZNNs With a Varying-Parameter Design Formula for Dynamic Sylvester Quaternion Matrix Equation

Author(s): Lin Xiao, Wenqian Huang, Xiaopeng Li, Fuchun Sun, Qing Liao, Lei Jia, Jichun Li, Sai Liu

Pages: 9981 - 9991

30) Unsupervised Continual Learning in Streaming Environments

Author(s): Andri Ashfahani, Mahardhika Pratama

Pages: 9992 - 10003

31) Adaptive Learning Control Algorithms for Infinite-Duration Tracking

Author(s): Mingxuan Sun, Shengxiang Zou

Pages: 10004 - 10017

32) Adaptive Neural Network Control of an Uncertain 2-DOF Helicopter With Unknown Backlash-Like Hysteresis and Output Constraints

Author(s): Zhijia Zhao, Jian Zhang, Zhijie Liu, Chaoxu Mu, Keum-Shik Hong

Pages: 10018 - 10027

33) Multimodal Sparse Transformer Network for Audio-Visual Speech Recognition

Author(s): Qiya Song, Bin Sun, Shutao Li

Pages: 10028 - 10038

34) Review Polarity-Wise Recommender

Author(s): Han Liu, Yangyang Guo, Jianhua Yin, Zan Gao, Liqiang Nie

Pages: 10039 - 10050

35) STKD: Distilling Knowledge From Synchronous Teaching for Efficient Model Compression

Author(s): Tongtong Su, Jinsong Zhang, Zhaoyang Yu, Gang Wang, Xiaoguang Liu

Pages: 10051 - 10064

36) Convex Subspace Clustering by Adaptive Block Diagonal Representation

Author(s): Yunxia Lin, Songcan Chen

Pages: 10065 - 10078

37) Efficient Online Globalized Dual Heuristic Programming With an Associated Dual Network

Author(s): Ye Zhou

Pages: 10079 - 10090

38) Spectrum Analysis for Fully Connected Neural Networks

Author(s): Bojun Jia, Yanjun Zhang

Pages: 10091 - 10104

39) Anti-Attack Event-Triggered Control for Nonlinear Multi-Agent Systems With Input Quantization

Author(s): Yuanyuan Xu, Tieshan Li, Yue Yang, Qihe Shan, Shaocheng Tong, C. L. Philip Chen

Pages: 10105 - 10115

40) Online Passive-Aggressive Multilabel Classification Algorithms

Author(s): Tingting Zhai, Hao Wang

Pages: 10116 - 10129

41) Pinning Stabilizer Design for Probabilistic Boolean Control Networks via Condensation Digraph

Author(s): Lina Wang, Jiayang Liu, Yang Liu, Weihua Gui

Pages: 10130 - 10140

42) Supervised Learning in Multilayer Spiking Neural Networks With Spike Temporal Error Backpropagation

Author(s): Xiaoling Luo, Hong Qu, Yuchen Wang, Zhang Yi, Jilun Zhang, Malu Zhang

Pages: 10141 - 10153

43) Finite-Time Adaptive Neural Control for a Class of Nonlinear Systems With Asymmetric Time-Varying Full-State Constraints

Author(s): Yan Zhang, Jian Guo, Zhengrong Xiang

Pages: 10154 - 10163

44) GCRec: Graph-Augmented Capsule Network for Next-Item Recommendation

Author(s): Bin Wu, Xiangnan He, Qi Zhang, Meng Wang, Yangdong Ye

Pages: 10164 - 10177

45) Robust Online Tensor Completion for IoT Streaming Data Recovery

Author(s): Chunsheng Liu, Tao Wu, Zhifei Li, Tao Ma, Jun Huang

Pages: 10178 - 10192

46) Fully Decentralized Multiagent Communication via Causal Inference

Author(s): Han Wang, Yang Yu, Yuan Jiang

Pages: 10193 - 10202

47) Model Compression Based on Differentiable Network Channel Pruning

Author(s): Yu-Jie Zheng, Si-Bao Chen, Chris H. Q. Ding, Bin Luo

Pages: 10203 - 10212

48) Deep Multimodal Complementarity Learning

Author(s): Daheng Wang, Tong Zhao, Wenhao Yu, Nitesh V. Chawla, Meng Jiang

Pages: 10213 - 10224

49) Discriminative Dictionary Pair Learning With Scale-Constrained Structured Representation for Image Classification

Author(s): Zhe Chen, Xiao-Jun Wu, Tianyang Xu, Josef Kittler

Pages: 10225 - 10239

50) Accurate and Efficient Large-Scale Multi-Label Learning With Reduced Feature Broad Learning System Using Label Correlation

Author(s): Jintao Huang, Chi-Man Vong, C. L. Philip Chen, Yimin Zhou

Pages: 10240 - 10253

51) Improving Multispike Learning With Plastic Synaptic Delays

Author(s): Qiang Yu, Jialu Gao, Jianguo Wei, Jing Li, Kay Chen Tan, Tiejun Huang

Pages: 10254 - 10265

52) Exploiting Sparse Self-Representation and Particle Swarm Optimization for CNN Compression

Author(s): Sijie Niu, Kun Gao, Pengfei Ma, Xizhan Gao, Hui Zhao, Jiwen Dong, Yuehui Chen, Dinggang Shen

Pages: 10266 - 10278

53) Multiview Subspace Clustering With Multilevel Representations and Adversarial Regularization

Author(s): Guowang Du, Lihua Zhou, Kevin Lü, Hao Wu, Zhimin Xu

Pages: 10279 - 10293

54) A Spatial–Temporal Graph Model for Pronunciation Feature Prediction of Chinese Poetry

Author(s): Qing Wang, Weiping Liu, Xiumei Wang, Xinghong Chen, Guannan Chen, Qingxiang Wu

Pages: 10294 - 10308

55) DR-GAN: Distribution Regularization for Text-to-Image Generation

Author(s): Hongchen Tan, Xiuping Liu, Baocai Yin, Xin Li

Pages: 10309 - 10323

56) Multiple Guidance Network for Industrial Product Surface Inspection With One Labeled Target Sample

Author(s): Jiaming Xu, Yu Liu

Pages: 10324 - 10333

57) Explaining Deep Graph Networks via Input Perturbation

Author(s): Davide Bacciu, Danilo Numeroso

Pages: 10334 - 10345

58) Adaptive Fixed-Time Neural Control for Uncertain Nonlinear Multiagent Systems

Author(s): Chengjie Huang, Zhi Liu, C. L. Philip Chen, Yun Zhang

Pages: 10346 - 10358

59) Partial Consistency for Stabilizing Undiscounted Reinforcement Learning

Author(s): Haichuan Gao, Zhile Yang, Tian Tan, Tianren Zhang, Jinsheng Ren, Pengfei Sun, Shangqi Guo, Feng Chen

Pages: 10359 - 10373

60) Model Pruning Enables Efficient Federated Learning on Edge Devices

Author(s): Yuang Jiang, Shiqiang Wang, Víctor Valls, Bong Jun Ko, Wei-Han Lee, Kin K. Leung, Leandros Tassiulas

Pages: 10374 - 10386

61) Event-Based Finite-Time Neural Control for Human-in-the-Loop UAV Attitude Systems

Author(s): Guohuai Lin, Hongyi Li, Choon Ki Ahn, Deyin Yao

Pages: 10387 - 10397

62) Improving Tracking Accuracy for Repetitive Learning Systems by High-Order Extended State Observers

Author(s): Jingyao Zhang, Deyuan Meng

Pages: 10398 - 10407

63) Fully Parallel Stochastic Computing Hardware Implementation of Convolutional Neural Networks for Edge Computing Applications

Author(s): Christiam F. Frasser, Pablo Linares-Serrano, Iván Díez de los Ríos, Alejandro Morán, Erik S. Skibinsky-Gitlin, Joan Font-Rosselló, Vincent Canals, Miquel Roca, Teresa Serrano-Gotarredona, Josep L. Rosselló

Pages: 10408 - 10418

64) Skeleton-Based Human Motion Prediction With Privileged Supervision

Author(s): Minjing Dong, Chang Xu

Pages: 10419 - 10432

65) Correntropy-Based Low-Rank Matrix Factorization With Constraint Graph Learning for Image Clustering

Author(s): Nan Zhou, Kup-Sze Choi, Badong Chen, Yuanhua Du, Jun Liu, Yangyang Xu

Pages: 10433 - 10446

66) Neuroadaptive Fault-Tolerant Control With Guaranteed Performance for Euler–Lagrange Systems Under Dying Power Faults

Author(s): Zhen Gao, Yujuan Wang

Pages: 10447 - 10457

67) Robust Passivity and Control for Directed and Multiweighted Coupled Dynamical Networks

Author(s): Shanrong Lin, Xiwei Liu

Pages: 10458 - 10472

68) Deep Learning Is Singular, and That’s Good

Author(s): Susan Wei, Daniel Murfet, Mingming Gong, Hui Li, Jesse Gell-Redman, Thomas Quella

Pages: 10473 - 10486

69) fastESN: Fast Echo State Network

Author(s): Hai Wang, Xingyi Long, Xue-Xin Liu

Pages: 10487 - 10501

70) IFL-GAN: Improved Federated Learning Generative Adversarial Network With Maximum Mean Discrepancy Model Aggregation

Author(s): Wei Li, Jinlin Chen, Zhenyu Wang, Zhidong Shen, Chao Ma, Xiaohui Cui

Pages: 10502 - 10515

71) PicassoNet: Searching Adaptive Architecture for Efficient Facial Landmark Localization

Author(s): Tiancheng Wen, Zhonggan Ding, Yongqiang Yao, Yaxiong Wang, Xueming Qian

Pages: 10516 - 10527

72) Keyword-Based Diverse Image Retrieval With Variational Multiple Instance Graph

Author(s): Yawen Zeng, Yiru Wang, Dongliang Liao, Gongfu Li, Weijie Huang, Jin Xu, Da Cao, Hong Man

Pages: 10528 - 10537

73) Curvature Consistent Network for Microscope Chip Image Super-Resolution

Author(s): Mingjin Zhang, Jingwei Xin, Jing Zhang, Dacheng Tao, Xinbo Gao

Pages: 10538 - 10551

74) Deep Learning From Multiple Noisy Annotators as A Union

Author(s): Hongxin Wei, Renchunzi Xie, Lei Feng, Bo Han, Bo An

Pages: 10552 - 10562

75) Energy-Based Continuous Inverse Optimal Control

Author(s): Yifei Xu, Jianwen Xie, Tianyang Zhao, Chris Baker, Yibiao Zhao, Ying Nian Wu

Pages: 10563 - 10577

76) Suboptimal Leader-to-Coordination Control for Nonlinear Systems With Switching Topologies: A Learning-Based Method

Author(s): Shengbo Wang, Shiping Wen, Yin Yang, Kaibo Shi, Tingwen Huang

Pages: 10578 - 10588

77) Synchronous Spatiotemporal Graph Transformer: A New Framework for Traffic Data Prediction

Author(s): Tian Wang, Jiahui Chen, Jinhu Lü, Kexin Liu, Aichun Zhu, Hichem Snoussi, Baochang Zhang

Pages: 10589 - 10599

78) Self-Constructing Fuzzy Neural Fractional-Order Sliding Mode Control of Active Power Filter

Author(s): Juntao Fei, Zhe Wang, Qi Pan

Pages: 10600 - 10611

79) A Deep Convolutional Gated Recurrent Unit for CT Image Reconstruction

Author(s): Masaki Ikuta, Jun Zhang

Pages: 10612 - 10625

80) Exploiting Propagation Delay in Underwater Acoustic Communication Networks via Deep Reinforcement Learning

Author(s): Xuan Geng, Yahong Rosa Zheng

Pages: 10626 - 10637

81) Distributed Energy Trading and Scheduling Among Microgrids via Multiagent Reinforcement Learning

Author(s): Guanyu Gao, Yonggang Wen, Dacheng Tao

Pages: 10638 - 10652

82) Single-Frame-Based Deep View Synchronization for Unsynchronized Multicamera Surveillance

Author(s): Qi Zhang, Antoni B. Chan

Pages: 10653 - 10667

83) A Tensor-Based Online RPCA Model for Compressive Background Subtraction

Author(s): Zina Li, Yao Wang, Qian Zhao, Shijun Zhang, Deyu Meng

Pages: 10668 - 10682

84) Robust Bilinear Probabilistic PCA Using a Matrix Variate t Distribution

Author(s): Jianhua Zhao, Xuan Ma, Lei Shi, Zhen Wang

Pages: 10683 - 10697

85) Self-Organizing Democratized Learning: Toward Large-Scale Distributed Learning Systems

Author(s): Minh N. H. Nguyen, Shashi Raj Pandey, Tri Nguyen Dang, Eui-Nam Huh, Nguyen H. Tran, Walid Saad, Choong Seon Hong

Pages: 10698 - 10710

86) L-BGNN: Layerwise Trained Bipartite Graph Neural Networks

Author(s): Tian Xie, Chaoyang He, Xiang Ren, Cyrus Shahabi, C.-C. Jay Kuo

Pages: 10711 - 10723

87) Pose and Color-Gamut Guided Generative Adversarial Network for Pedestrian Image Synthesis

Author(s): Xiaokai Liu, Xiang Liu, Gang Li, Sheng Bi

Pages: 10724 - 10736

88) Understanding How Orthogonality of Parameters Improves Quantization of Neural Networks

Author(s): Sukru Burc Eryilmaz, Aysegul Dundar

Pages: 10737 - 10746

89) Deep Network With Irregular Convolutional Kernels and Self-Expressive Property for Classification of Hyperspectral Images

Author(s): Changda Xing, Yuhua Cong, Chaowei Duan, Zhisheng Wang, Meiling Wang

Pages: 10747 - 10761

90) Modeling Self-Representation Label Correlations for Textual Aspects and Emojis Recommendation

Author(s): Tianjun Wei, Tommy W. S. Chow, Jianghong Ma

Pages: 10762 - 10774

91) Optimizing Graph Neural Network With Multiaspect Hilbert–Schmidt Independence Criterion

Author(s): Yunfei He, Dengcheng Yan, Wenxin Xie, Yiwen Zhang, Qiang He, Yun Yang

Pages: 10775 - 10788

92) Adaptive Decentralized Control for Interconnected Time-Delay Uncertain Nonlinear Systems With Different Unknown Control Directions and Deferred Full-State Constraints

Author(s): Liuliu Zhang, Lingchen Zhu, Changchun Hua, Cheng Qian

Pages: 10789 - 10801

93) Nash Equilibrium Seeking Algorithm Design for Distributed Nonsmooth Multicluster Games Over Weight-Balanced Digraphs

Author(s): Zhenhua Deng, Yangyang Liu

Pages: 10802 - 10811

94) 3D-DFM: Anchor-Free Multimodal 3-D Object Detection With Dynamic Fusion Module for Autonomous Driving

Author(s): Chunmian Lin, Daxin Tian, Xuting Duan, Jianshan Zhou, Dezong Zhao, Dongpu Cao

Pages: 10812 - 10822

95) Hyperspectral and SAR Image Classification via Multiscale Interactive Fusion Network

Author(s): Junjie Wang, Wei Li, Yunhao Gao, Mengmeng Zhang, Ran Tao, Qian Du

Pages: 10823 - 10837

96) Pinning Controller Design for Set Reachability of State-Dependent Impulsive Boolean Networks

Author(s): Yiliang Li, Jun-e Feng, Xiaodi Li, Shengyuan Xu

Pages: 10838 - 10850

97) Collaborative Decision-Reinforced Self-Supervision for Attributed Graph Clustering

Author(s): Pengfei Zhu, Jialu Li, Yu Wang, Bin Xiao, Shuai Zhao, Qinghua Hu

Pages: 10851 - 10863

98) Learning From Human Demonstrations for Wheel Mobile Manipulator: An Unscented Model Predictive Control Approach

Author(s): Dongdong Qin, Andong Liu, Jianming Xu, Wen-An Zhang, Li Yu

Pages: 10864 - 10874

99) Joint Segmentation and Identification Feature Learning for Occlusion Face Recognition

Author(s): Baojin Huang, Zhongyuan Wang, Kui Jiang, Qin Zou, Xin Tian, Tao Lu, Zhen Han

Pages: 10875 - 10888

100) Large-Scale Meta-Heuristic Feature Selection Based on BPSO Assisted Rough Hypercuboid Approach

Author(s): Chuan Luo, Sizhao Wang, Tianrui Li, Hongmei Chen, Jiancheng Lv, Zhang Yi

Pages: 10889 - 10903

101) AFS Graph: Multidimensional Axiomatic Fuzzy Set Knowledge Graph for Open-Domain Question Answering

Author(s): Qi Lang, Xiaodong Liu, Wenjuan Jia

Pages: 10904 - 10918

102) Dynamic Moore–Penrose Inversion With Unknown Derivatives: Gradient Neural Network Approach

Author(s): Yinyan Zhang, Jilian Zhang, Jian Weng

Pages: 10919 - 10929

103) Sparse Index Tracking With K-Sparsity or ϵ-Deviation Constraint via ℓ0-Norm Minimization

Author(s): Xiao Peng Li, Zhang-Lei Shi, Chi-Sing Leung, Hing Cheung So

Pages: 10930 - 10943

104) Adaptive Dynamic Programming-Based Cooperative Motion/Force Control for Modular Reconfigurable Manipulators: A Joint Task Assignment Approach

Author(s): Bo Zhao, Yongwei Zhang, Derong Liu

Pages: 10944 - 10954

105) Tensor-CSPNet: A Novel Geometric Deep Learning Framework for Motor Imagery Classification

Author(s): Ce Ju, Cuntai Guan

Pages: 10955 - 10969

106) Interval Bipartite Synchronization of Multiple Neural Networks in Signed Graphs

Author(s): Wen Sun, Biwen Li, Wanli Guo, Shiping Wen, Xiaoqun Wu

Pages: 10970 - 10979

107) Multiagent Soft Actor-Critic Based Hybrid Motion Planner for Mobile Robots

Author(s): Zichen He, Lu Dong, Chunwei Song, Changyin Sun

Pages: 10980 - 10992

108) Generalized Key-Value Memory to Flexibly Adjust Redundancy in Memory-Augmented Networks

Author(s): Denis Kleyko, Geethan Karunaratne, Jan M. Rabaey, Abu Sebastian, Abbas Rahimi

Pages: 10993 - 10998

109) Fast-Converging Simulated Annealing for Ising Models Based on Integral Stochastic Computing

Author(s): Naoya Onizawa, Kota Katsuki, Duckgyu Shin, Warren J. Gross, Takahiro Hanyu

Pages: 10999 - 11005

110) Von Mises–Fisher Elliptical Distribution

Author(s): Shengxi Li, Danilo Mandic

Pages: 11006 - 11012

111) Data-Based Output Synchronization of Multi-Agent Systems With Actuator Faults

Author(s): Yingying Liu, Zhanshan Wang, Yuan Wang

Pages: 11013 - 11020

112) Frame-Level Teacher–Student Learning With Data Privacy for EEG Emotion Recognition

Author(s): Tianhao Gu, Zhe Wang, Xinlei Xu, Dongdong Li, Hai Yang, Wenli Du

Pages: 11021 - 11028

113) Reachable Set Estimation for Memristive Complex-Valued Neural Networks With Disturbances

Author(s): Song Zhu, Yu Gao, Yuxin Hou, Chunyu Yang

Pages: 11029 - 11034

Upcoming Journal Special Issue Deadlines

Some upcoming journal special issues and deadlines:

• IEEE Transactions on Fuzzy Systems - Special Issue on Fuzzy-Deep Neural Network Learning in Sentiment Analysis - 15 January 2024
• IEEE Transactions on Artificial Intelligence - Special Issue on AI-Enabled Security at the Edge - 31 January 2024
• IEEE Transactions on Games - Special Issue on Computer Vision and Games - 31 January 2024
• IEEE Transactions on Evolutionary Computation - Special Issue on Machine Learning Assisted Evolutionary Computation - 1 April 2024

Weekly Review 8 December 2023

Some interesting links that I Tweeted about in the last week (I also post these on Mastodon, Threads, Newsmast and Post): 

1. More cuts in New Zealand universities, and this new right-wing Frankenstein's Monster of a government isn't going to do a damn thing to help: https://www.stuff.co.nz/national/education/301017113/massey-university-entering-academic-equivalent-of-an-ice-age 
2. A better way of developing AI? Fighting against the biases and ethical issues in standard data sets: https://spectrum.ieee.org/joy-buolamwini 
3. Seven different points of view on how ChatGPT and generative AI has impacted science and science education: https://www.nature.com/articles/d41586-023-03798-6
4. AI written articles attributed to authors with AI generated head shots. When will they come up with an AI editor that fixes the egregious errors in the generated articles? https://futurism.com/sports-illustrated-ai-generated-writers 
5. I would not trust AI with such life-and-death decisions as generating target lists: https://www.theguardian.com/world/2023/dec/01/the-gospel-how-israel-uses-ai-to-select-bombing-targets 
6. An AI model claims that volcanic eruptions - the formation of the Deccan Traps - was enough to doom the dinosaurs, with the Chicxulub meteorite not being necessary: https://www.extremetech.com/science/ai-model-decides-volcanoes-not-an-asteroid-killed-the-dinosaurs 
7. One of the better explanations of local optima I've come across, and a problem that everyone who works with AI needs to be wary of: https://poisonedminds.com/d/20230816.html
8. The Turing test is not very useful for determining whether an artificial intelligence is actually intelligent. Dolphins and elephants are undeniably intelligent, and self-aware, but they would all fail the Turing test: https://spectrum.ieee.org/turing-test
9. On how Deep Learning and other AI can be used to segment and recognise cells in microscope images: https://www.nature.com/articles/d41586-023-03722-y 
10. Artificial intelligence cannot replace the real world: https://www.thepress.co.nz/a/nz-news/350120085/why-i-think-ai-may-change-real-world-will-never-replace-it
11. As a certain young law student is fond of telling me, international law is basically a bunch of pinky promises. The regulations around AI are just the same: https://www.informationweek.com/cyber-resilience/new-secure-ai-development-rules-are-historic-but-do-they-matter- 
12. Focused, single-purpose AI models are still relevant: https://techcrunch.com/2023/12/01/good-old-fashioned-ai-remains-viable-in-spite-of-the-rise-of-llms/ 
13. I'm quite certain that there will be executives in Hollywood who think that using AI to do everything with movies is a great way to go: https://poisonedminds.com/d/20230515.html
14. The first (local) law written by ChatGPT has been passed. What's the quote from Frank Herbert about men with machines making other men slaves?https://www.theregister.com/2023/12/02/chatgpt_law_brazil/
15. Five major issues with, and proposed fixes for, generative AI: https://www.datasciencecentral.com/generative-ai-five-major-issues-and-how-to-fix-them/ 
16. I know pika are animals, but when I read about this I think of the disorder pica, not an AI video production system: https://dataconomy.com/2023/11/29/pika-ai-video-tool-pika-art-pika-1-0/ 
17. More research on the energy usage, and carbon footprint, of generative AI models: https://www.technologyreview.com/2023/12/01/1084189/making-an-image-with-generative-ai-uses-as-much-energy-as-charging-your-phone/ 
18. I teach A* to my first year algorithms students, and Q-learning to the second years. I an skeptical that combining them is going to produce meaningful breakthroughs in AI: https://www.computerworld.com/article/3711369/the-fear-and-hype-around-ai-is-overblown.html 
19. How can we tell that an artificial intelligence is self-aware? We think it thinks, therefore it probably is? https://poisonedminds.com/d/20230526.html
20. Modelling near-ground air temperature from ground temperate, as measured by satellite infrared cameras: https://spectrum.ieee.org/satellite-weather-map 
21. A guide to choosing a large language model AI: https://www.datanami.com/2023/11/30/data-and-algorithms-the-building-blocks-of-artificial-intelligence/ 
22. AI text summarisation tools. No, I don't use these to compose my posts: https://dataconomy.com/2023/11/29/10-best-summary-generators-to-summarize-any-text-online/ 
23. How AI will impact supply chains and procurement management: https://www.technologyreview.com/2023/11/28/1083628/procurement-in-the-age-of-ai/ 
24. Using an AI to posit new inorganic molecules, and a robot to make them: https://www.nature.com/articles/d41586-023-03745-5
25. An attack technique to get ChatGPT to expose its training data: https://www.404media.co/google-researchers-attack-convinces-chatgpt-to-reveal-its-training-data/ 
26. I don't think it's remote work that has led to fewer transformational papers, so much as the issues with the peer-review process: https://www.stuff.co.nz/science/301018006/remote-working-is-stifling-the-eureka-moment-in-science
27. Some limits and the way forward for generative AI: https://innovate.ieee.org/innovation-spotlight/a-closer-look-at-generative-ai/ 
28. Some ways in which artificial intelligence will impact scientific research: https://www.technologyreview.com/2023/07/05/1075865/eric-schmidt-ai-will-transform-science/ 

IEEE Transactions on Evolutionary Computation, Volume 27, Issue 6

1) Evolutionary Algorithm-Based Attack Strategy With Swarm Robots in Denied Environments

Author(s): Huan Liu, JunQi Zhang, Peng Zu, MengChu Zhou

Pages: 1562 - 1574

2) Dual-Fuzzy-Classifier-Based Evolutionary Algorithm for Expensive Multiobjective Optimization

Author(s): Jinyuan Zhang, Linjun He, Hisao Ishibuchi

Pages: 1575 - 1589

3) A Learning-Based Multipopulation Evolutionary Optimization for Flexible Job Shop Scheduling Problem With Finite Transportation Resources

Author(s): Zixiao Pan, Ling Wang, Jie Zheng, Jing-Fang Chen, Xing Wang

Pages: 1590 - 1603

4) Decomposition-Based Lin–Kernighan Heuristic With Neighborhood Structure Transfer for Multi/Many-Objective Traveling Salesman Problem

Author(s): Xinye Cai, Kang Wang, Yi Mei, Zhenhua Li, Jun Zhao, Qingfu Zhang

Pages: 1604 - 1617

5) OPTION: OPTImization Algorithm Benchmarking ONtology

Author(s): Ana Kostovska, Diederick Vermetten, Carola Doerr, Sašo Džeroski, Panče Panov, Tome Eftimov

Pages: 1618 - 1632

6) A Multi-Objective Genetic Programming Algorithm With α Dominance and Archive for Uncertain Capacitated Arc Routing Problem

Author(s): Shaolin Wang, Yi Mei, Mengjie Zhang

Pages: 1633 - 1647

7) AutoDock Koto: A Gradient Boosting Differential Evolution for Molecular Docking

Author(s): Junkai Ji, Jin Zhou, Zhangfan Yang, Qiuzhen Lin, Carlos A. Coello Coello

Pages: 1648 - 1662

8) A Multiscenario Optimization Evolutionary Algorithm Based on Transfer Framework

Author(s): Shanlin Jiang, Gary G. Yen, Zhenan He

Pages: 1663 - 1677

9) The Competing Genes Evolutionary Algorithm: Avoiding Genetic Drift Through Competition, Local Search, and Majority Voting

Author(s): Adetunji David Ajimakin, V. Susheela Devi

Pages: 1678 - 1689

10) An Improved Local Search Method for Large-Scale Hypervolume Subset Selection

Author(s): Yang Nan, Ke Shang, Hisao Ishibuchi, Linjun He

Pages: 1690 - 1704

11) Task Relatedness-Based Multitask Genetic Programming for Dynamic Flexible Job Shop Scheduling

Author(s): Fangfang Zhang, Yi Mei, Su Nguyen, Kay Chen Tan, Mengjie Zhang

Pages: 1705 - 1719

12) A Decomposition Method for Both Additively and Nonadditively Separable Problems

Author(s): Minyang Chen, Wei Du, Yang Tang, Yaochu Jin, Gary G. Yen

Pages: 1720 - 1734

13) Ensemble Multifactorial Evolution With Biased Skill-Factor Inheritance for Many-Task Optimization

Author(s): Binh Huynh Thi Thanh, Le Van Cuong, Ta Bao Thang, Nguyen Hoang Long

Pages: 1735 - 1749

14) A Knowledge Guided Transfer Strategy for Evolutionary Dynamic Multiobjective Optimization

Author(s): Yinan Guo, Guoyu Chen, Min Jiang, Dunwei Gong, Jing Liang

Pages: 1750 - 1764

15) Surrogate-Assisted Differential Evolution With Adaptive Multisubspace Search for Large-Scale Expensive Optimization

Author(s): Haoran Gu, Handing Wang, Yaochu Jin

Pages: 1765 - 1779

16) Interindividual Correlation and Dimension-Based Dual Learning for Dynamic Multiobjective Optimization

Author(s): Li Yan, Wenlong Qi, Jing Liang, Boyang Qu, Kunjie Yu, Caitong Yue, Xuzhao Chai

Pages: 1780 - 1793

17) Learning-Aided Evolution for Optimization

Author(s): Zhi-Hui Zhan, Jian-Yu Li, Sam Kwong, Jun Zhang

Pages: 1794 - 1808

18) Evolutionary Minimization of Traffic Congestion

Author(s): Maximilian Böther, Leon Schiller, Philipp Fischbeck, Louise Molitor, Martin S. Krejca, Tobias Friedrich

Pages: 1809 - 1821

19) An Expensive Many-Objective Optimization Algorithm Based on Efficient Expected Hypervolume Improvement

Author(s): Yong Pang, Yitang Wang, Shuai Zhang, Xiaonan Lai, Wei Sun, Xueguan Song

Pages: 1822 - 1836

20) Bilevel Optimization via Collaborations Among Lower-Level Optimization Tasks

Author(s): Pei-Qiu Huang, Qingfu Zhang, Yong Wang

Pages: 1837 - 1850

21) Domain Generalization-Based Dynamic Multiobjective Optimization: A Case Study on Disassembly Line Balancing

Author(s): Yilin Fang, Fubo Liu, Miqing Li, Hao Cui

Pages: 1851 - 1865

22) Adaptive Ant Colony Optimization With Node Clustering for the Multidepot Vehicle Routing Problem

Author(s): Petr Stodola, Jan Nohel

Pages: 1866 - 1880

23) Interaction-Based Prediction for Dynamic Multiobjective Optimization

Author(s): Xiao-Fang Liu, Xin-Xin Xu, Zhi-Hui Zhan, Yongchun Fang, Jun Zhang

Pages: 1881 - 1895

24) SFE: A Simple, Fast, and Efficient Feature Selection Algorithm for High-Dimensional Data

Author(s): Behrouz Ahadzadeh, Moloud Abdar, Fatemeh Safara, Abbas Khosravi, Mohammad Bagher Menhaj, Ponnuthurai Nagaratnam Suganthan

Pages: 1896 - 1911

25) Multiobjective Differential Evolution Algorithm Balancing Multiple Stakeholders for Low-Carbon Order Scheduling in E-Waste Recycling

Author(s): Ying Hou, Yilin Wu, Honggui Han

Pages: 1912 - 1925

26) Obfuscating Community Structure in Complex Network With Evolutionary Divide-and-Conquer Strategy

Author(s): Jie Zhao, Kang Hao Cheong

Pages: 1926 - 1940

27) A Survey on Learnable Evolutionary Algorithms for Scalable Multiobjective Optimization

Author(s): Songbai Liu, Qiuzhen Lin, Jianqiang Li, Kay Chen Tan

Pages: 1941 - 1961

28) History-Guided Hill Exploration for Evolutionary Computation

Author(s): Junchen Wang, Changhe Li, Sanyou Zeng, Shengxiang Yang

Pages: 1962 - 1975

IEEE Transactions on Fuzzy Systems, Volume 31, Issue 12

1) Adaptive Event-Triggered Fuzzy Control of State-Constrained Stochastic Nonlinear Systems Using IBLFs

Author(s): Tingting Gao, Tieshan Li, Yan-Jun Liu, Shaocheng Tong, Lei Liu

Pages: 4145 - 4157

2) Multilayer Evolving Fuzzy Neural Networks

Author(s): Xiaowei Gu, Plamen Angelov, Jungong Han, Qiang Shen

Pages: 4158 - 4169

3) Construction of Universal Approximators for Multi-Input Single-Output Hierarchical Fuzzy Systems

Author(s): Changle Sun, Haitao Li

Pages: 4170 - 4179

4) Source-Free Multidomain Adaptation With Fuzzy Rule-Based Deep Neural Networks

Author(s): Keqiuyin Li, Jie Lu, Hua Zuo, Guangquan Zhang

Pages: 4180 - 4194

5) Prescribed-Time Formation Control for a Class of Multiagent Systems via Fuzzy Reinforcement Learning

Author(s): Yan Zhang, Mohammed Chadli, Zhengrong Xiang

Pages: 4195 - 4204

6) Parameter-Free Robust Ensemble Framework of Fuzzy Clustering

Author(s): Zhaoyin Shi, Long Chen, Weiping Ding, Chuanbin Zhang, Yingxu Wang

Pages: 4205 - 4219

7) H∞ Asynchronous Admissibilization for Nonlinear Singular Delayed Hybrid Hydraulic Turbine Governing Systems With Impulsive Perturbations

Author(s): Yiqun Liu, Guangming Zhuang, Xiangpeng Xie, Jianwei Xia

Pages: 4220 - 4234

8) Coding Method Based on Fuzzy C-Means Clustering for Spiking Neural Network With Triangular Spike Response Function

Author(s): Fang Liu, Witold Pedrycz, Chao Zhang, Jie Yang, Wei Wu

Pages: 4235 - 4248

9) Virtual Reference-Based Fuzzy Noncascade Speed Control for PMSM Systems With Unmatched Disturbances and Current Constraints

Author(s): Hu Li, Shuting Wang, Yuanlong Xie, Shiqi Zheng, Peng Shi

Pages: 4249 - 4261

10) Complemental Fuzzy Sets: A Semantic Justification of q-Rung Orthopair Fuzzy Sets

Author(s): José Carlos R. Alcantud

Pages: 4262 - 4270

11) Performance-Driven Fault Detection for Uncertain Takagi–Sugeno Fuzzy Feedback Control Systems

Author(s): Ruijie Liu, Engang Tian, Ying Yang

Pages: 4271 - 4284

12) Adaptive Fixed-Time Control for State-Constrained High-Order Uncertain Nonlinear Cyber-Physical Systems Under Malicious Attacks

Author(s): Zhaoyang Cuan, Da-Wei Ding, Yingying Ren, Xiao-Jian Li

Pages: 4285 - 4297

13) Distributed Fuzzy Containment Control for Stochastic Nonlinear Multiagent Systems Under Denial-of-Service Attacks

Author(s): Jiayue Sun, Xiyue Guo, Tao Yang, Huaguang Zhang, Tianyou Chai

Pages: 4298 - 4307

14) Ultimately Bounded PID Control for T–S Fuzzy Systems Under FlexRay Communication Protocol

Author(s): Yezheng Wang, Zidong Wang, Lei Zou, Lifeng Ma, Hongli Dong

Pages: 4308 - 4320

15) Deep Fuzzy Variable C-Means Clustering Incorporated With Curriculum Learning

Author(s): Maoguo Gong, Yue Zhao, Hao Li, A. K. Qin, Lining Xing, Jianzhao Li, Yiting Liu, Yuhao Liu

Pages: 4321 - 4335

16) Guaranteed Set-Membership Estimation for Local Nonlinear Uncertain Fuzzy Systems Subject to Partially Decouplable Unknown Inputs

Author(s): Weijie Ren, Shenghui Guo, Choon Ki Ahn

Pages: 4336 - 4349

17) Intensive Noise-Tolerant Zeroing Neural Network Based on a Novel Fuzzy Control Approach

Author(s): Lei Jia, Lin Xiao, Jianhua Dai, Yaonan Wang

Pages: 4350 - 4360

18) Fixed-Index-Set Based Approach for Solving a Bilevel Fuzzy Relation Programming With Addition-Min Composition

Author(s): Qianyu Shu, Xiaopeng Yang

Pages: 4361 - 4373

19) Fuzzy H∞ Control of Semi-Markov Jump Singularly Perturbed Nonlinear Systems With Partial Information and Actuator Saturation

Author(s): Jing Wang, Zongjie Chen, Hao Shen, Jinde Cao, Leszek Rutkowski

Pages: 4374 - 4384

20) Information Granule Based Uncertainty Measure of Fuzzy Evidential Distribution

Author(s): Qianli Zhou, Witold Pedrycz, Yingying Liang, Yong Deng

Pages: 4385 - 4396

21) Event-Triggered Predefined-Time Output Feedback Control for Fractional-Order Nonlinear Systems With Input Saturation

Author(s): Mengyuan Cui, Shaocheng Tong

Pages: 4397 - 4409

22) Fault-Tolerant Fuzzy Observer-Based Fixed-Time Tracking Control for Nonlinear Switched Systems

Author(s): Di Cui, Choon Ki Ahn, Zhengrong Xiang

Pages: 4410 - 4420

23) Fuzzy Memory Sampled-Data Controller Design for PMSG-Based WECS With Stochastic Packet Dropouts

Author(s): Rupak Datta, Young Hoon Joo

Pages: 4421 - 4434

24) Relaxed Stabilization of Event-Triggered Interval Type-2 T–S Fuzzy Positive Systems With Stochastic Actuator Failure

Author(s): Ziguang Wang, Hak Keung Lam, Aiwen Meng, Zhiquan Li

Pages: 4435 - 4446

25) Adaptive Fuzzy-Based Event-Triggered Control for MIMO Switched Nonlinear System With Unknown Control Directions

Author(s): Yingxue Hou, Yan-Jun Liu, Li Tang, Shaocheng Tong

Pages: 4447 - 4458

26) Adaptive Fuzzy Prescribed Performance Output-Feedback Cooperative Control for Uncertain Nonlinear Multiagent Systems

Author(s): Zhuangbi Lin, Zhi Liu, Chun-Yi Su, Yaonan Wang, C. L. Philip Chen, Yun Zhang

Pages: 4459 - 4470

27) Adaptive Fuzzy Decentralized Output-Feedback Control of Large-Scale Systems With Sensor Faults: A Multichannel Asynchronous Triggering Approach

Author(s): Xinpeng Fang, Huijin Fan, Lei Liu, Bo Wang

Pages: 4471 - 4485

28) A Robust Learning Membership Scaling Fuzzy C-Means Algorithm Based on New Belief Peak

Author(s): Qifen Yang, Gang Han, Wanyi Gao, Zhenye Yang, Shuhua Zhu, Yuhui Deng

Pages: 4486 - 4500

29) Deep Fuzzy Clustering Transformer: Learning the General Property of Corruptions for Degradation-Agnostic Multitask Image Restoration

Author(s): Yuanshuo Cheng, Mingwen Shao, Yecong Wan, Yuexian Liu, Huan Liu, Deyu Meng

Pages: 4501 - 4515

30) A Robust Multilabel Feature Selection Approach Based on Graph Structure Considering Fuzzy Dependency and Feature Interaction

Author(s): Tengyu Yin, Hongmei Chen, Zhong Yuan, Jihong Wan, Keyu Liu, Shi-Jinn Horng, Tianrui Li

Pages: 4516 - 4528

31) Event-Trigger-Based Finite-Time Adaptive Fuzzy Control for Stochastic Nonlinear Systems With Unmeasured States

Author(s): Zhaoyang You, Fang Wang, Xinyi Lu

Pages: 4529 - 4541

32) Transfer Learning of Fuzzy Spatio-Temporal Rules in a Brain-Inspired Spiking Neural Network Architecture: A Case Study on Spatio-Temporal Brain Data

Author(s): Nikola K. Kasabov, Yongyao Tan, Maryam Doborjeh, Enmei Tu, Jie Yang, Wilson Goh, Jimmy Lee

Pages: 4542 - 4552

Programming languages for artificial intelligence 2023

Introduction

About 18 months ago I posted this article, where I reported on the results of a meta-analysis I had done on the popularity of different programming languages in AI. That analysis included articles across several years. In this update, I have restricted the analysis to articles published in 2023.

Methodology

Despite the restriction of articles published only in 2023, the data I used in this analysis came from 33 different articles. Each article was from a different author, to prevent duplication. Where several languages were ranked the same on the list, I recorded them as separate entries with the same rank.

I analysed the lists in three ways:

1. The frequency at which a language appeared in the lists, regardless of position on the list;
2. The median rank assigned to each language across all lists in which it appears, and;
3. A weighted median rank, where the median rank of the language was weighted according to the frequency at which it appeared in lists. This corrects for outliers that were highly ranked on only a small number of lists.

Results

The lists were of varying lengths, the minimum was three and the maximum was 11. The most frequent list length was five, with a mean and median of seven. Below are the top ten ranked languages, for each analysis method.

In order of frequency, the top ten languages for AI are:

1. Python
2. Java
3. C++
4. R
5. JavaScript
6. Lisp
7. Julia
8. Prolog
9. Scala
10. Haskell

In order of median rank:

1. Python
2. Java
3. React
4. Wolfram
5. C++
6. R
7. JavaScript
8. Lisp
9. Matlab
10. Julia

Note that this is only the median rank of languages, regardless of how frequently they are listed. This has the effect of pushing some languages, such as React, higher up the list than they would otherwise be. This is corrected by the weighted median rank.

The top ten languages for AI, as ordered by weighted median rank, are:

1. Python
2. Java
3. C++
4. R
5. JavaScript
6. Lisp
7. Julia
8. Prolog
9. Scala
10. Haskell

As this listing accounts for both rankings of language, and the frequency at which the language appears in the articles, I consider this to be the most informative.

References

• https://blog.appacademy.io/best-programming-languages-for-ai-development/
• https://star-knowledge.com/blog/programming-languages-for-artificial-intelligence/
• https://cointelegraph.com/news/5-programming-languages-to-learn-for-ai-development
• https://www.upwork.com/resources/best-ai-programming-language
• https://hackr.io/blog/best-language-for-ai
• https://finance.yahoo.com/news/top-10-programming-languages-ai-014111235.html
• https://aibusiness.com/verticals/7-ai-programming-languages-you-need-to-know
• https://fronty.com/top-10-programming-languages-for-ai-the-future%20of-ai/
• https://www.bocasay.com/top-ai-programming-languages-2023/
• https://medium.com/javarevisited/5-best-programming-languages-for-artificial-intelligence-in-2023-8ba9eed4d5cc
• https://history-computer.com/these-are-the-10-best-programming-languages-for-ai-development-in-2023/
• https://blog.hubspot.com/website/ai-programming-languages
• https://atlasiko.com/blog/ai/best-programming-language-for-ai/
• https://www.infuy.com/blog/top-9-programming-languages-for-artificial-intelligence-in-2023/
• https://learnyourskills.com/top-programming-languages-for-artificial-intelligence/
• https://careerfoundry.com/en/blog/web-development/ai-programming-languages/
• https://evolvexplorehub.com/blog/details50
• https://www.yeeply.com/en/blog/most-popular-programming-languages-2023/
• https://www.analyticsinsight.net/top-10-programming-languages-for-ai-engineers-in-2023/
• https://willdom.com/blog/3-artificial-intelligence-programming-languages/
• https://googiehost.com/blog/best-programming-languages-for-ai-development/
• https://invozone.com/blog/top-8-programming-languages-for-ai-development-in-2022/
• https://content.techgig.com/career-advice/5-best-programming-languages-for-ai-in-2023/articleshow/103480858.cms
• https://techbullion.com/best-10-programming-languages-in-2023-for-ai-development/
• https://blackwallstreet.ca/top-7-ai-programming-languages-to-learn/
• https://www.einsstark.tech/best-programming-languages-in-artificial-intelligence/
• https://www.technodsofficial.in/2023/09/top-programming-languages-for-ai.html
• https://fchiaramonte.com/best-language-for-ai-programming/
• https://bscholarly.com/best-programming-languages-for-artificial-intelligence/
• https://pizgaa.com/programming-languages-for-ai-in-2023/
• https://greelance.com/best-programming-language-for-artificial-intelligence-ai-and-machine-learning-ml-in-2023/
• https://www.7riverslivestock.com/markets/stocks.php?article=getnews-2023-11-27-the-top-programming-languages-powering-ai-development
• https://www.orioninfosolutions.com/blog/10-best-artificial-intelligence-ai-programming-languages-in-2023
  

Weekly Review 1 December 2023

Some interesting links that I Tweeted about in the last week (I also post these on Mastodon, Threads, Newsmast and Post): 

1. A brief(ish) summary of the Sam Altman saga at OpenAI: https://www.nzherald.co.nz/world/what-does-sam-altmans-firing-and-quick-reinstatement-mean-for-the-future-of-ai/KOIP6NE5HRDK7CYUV2J6LHICYY/
2. More on the fallout and implications of the Sam Altman / OpenAI debacle: https://www.nature.com/articles/d41586-023-03700-4 
3. There's nothing wrong with teaching Maori culture, or with wanting Maori and Pasifika kids to do better in education. But when New Zealand kids overall are slipping further down the international rankings, maybe prioritise English, maths and science? https://www.stuff.co.nz/national/education/301014381/damien-grant-our-education-system-is-constantly-failing-our-students
4. When the code ChatGPT generates, is your code: https://spectrum.ieee.org/chatgpt-code
5. The data sets used to generate facial recognition models lack diversity, especially of smaller populations like Polynesians. This is known. A biased data set will produce a biased AI. This also is known. Now it seems the general public are becoming more aware of this: https://www.nzherald.co.nz/kahu/maori-being-used-as-guinea-pigs-for-facial-recognition-tech-ethicist/L3UKTI5AT5BT7NFJD4CTAZJQOA/
6. More jobs going from New Zealand universities. Just the outcome of a succession of governments that have failed to support higher education. https://www.rnz.co.nz/news/national/503209/all-the-jobs-likely-going-and-already-gone-from-new-zealand-s-universities-in-2023
7. A framework for tuning the prompts used for generative AI: https://hbr.org/2023/11/improve-your-companys-use-of-ai-with-a-structured-approach-to-prompts 
8. On how artificial intelligence is being used in art history-from detecting elements of style, to reconstructing lost works: https://www.nature.com/articles/d41586-023-03604-3
9. How artificial intelligence and machine learning got to be so big at Facebook: https://www.technologyreview.com/2023/11/14/1083336/how-facebook-went-all-in-on-ai/
10. Coca-Cola designed by AI is not something most people will want: https://www.stuff.co.nz/life-style/food-drink/301013178/newsable-i-tried-ai-coke-heres-what-it-tastes-like 
11. Using AI and machine learning to improve estimates of rainfall: https://spectrum.ieee.org/weather-satellite 
12. Online learning improves participation in higher education, especially for more marginalised groups. It does come with its own set of challenges, however: https://www.stuff.co.nz/pou-tiaki/133337278/online-learning-can-make-university-more-accessible-for-mori-report-finds
13. Using AI to assist with the diagnosis, treatment and assessment of animal diseases: https://www.nzherald.co.nz/nz/its-a-rain-gauge-for-disease-an-otago-based-companys-ai-assisted-technology-has-a-trove-of-applications/WSUDJ4CE6FEVTBPUHNX5NH2WWQ/
14. Are we now going to see an arms race between AI that generate fake data and AI that will detect fake data? https://www.nature.com/articles/d41586-023-03635-w 
15. I wouldn't trust ChatGPT if it told me the sky is blue, I'm certainly not going to let it plot my data. But at least it will show you the Python code that generated the plot, so it's useful in that respect: https://www.kdnuggets.com/create-stunning-data-viz-in-seconds-with-chatgpt 
16. Ultimately, AI is a tool. The danger with artificial intelligence is how people use it: https://www.theguardian.com/commentisfree/2023/nov/26/artificial-intelligence-harm-worry-about-people-control-openai
17. An overview of machine learning and AI for microbiologists: https://www.nature.com/articles/s41579-023-00984-1
18. Why does this article on the safety of artificial intelligence read like it was written by an AI? https://www.datasciencecentral.com/why-generative-ai-safety-research-is-beyond-alignment/
19. How to use the new AI features in YouTube: https://dataconomy.com/2023/11/22/youtube-ai-features-and-how-to-use-them/ 
20. Apple seems to have a bit more in the way of ethics than some other companies. Now Tim Cook is calling for governmental regulation of artificial intelligence: https://www.extremetech.com/internet/ai-needs-government-regulation-apple-ceo-says
21. Detecting antibiotic resistant bacteria using artificial intelligence: https://www.datanami.com/2023/11/22/oxford-researchers-use-ai-to-detect-antibiotic-resistance-faster-than-gold-standard-testing/
22. Now authors of nonfiction works are suing over the use of their writing to train AI: https://www.computerworld.com/article/3711321/nonfiction-authors-sue-openai-microsoft-over-copyright-infringement.html
23. Resources for learning about generative AI and large language models: https://www.kdnuggets.com/a-comprehensive-list-of-resources-to-master-large-language-models 
24. Using machine learning to control experimental fusion reactors: https://www.theregister.com/2023/11/23/ntt_ai_nuclear_fusion_control/ 
25. The risks of using code generated by AI: https://www.informationweek.com/machine-learning-ai/chatgpt-use-sparks-code-development-risks
26. Ten principles to follow in order to successfully use artificial intelligence in your business: https://www.datanami.com/2023/11/23/beyond-the-hype-10-core-principles-for-ai-success/
27. I considered moving into high school teaching myself once. It is a much more stable career choice than post-doc research: https://www.nature.com/articles/d41586-023-03612-3

IEEE Transactions on Artificial Intelligence, Volume 4, Issue 6

1) Hierarchical Reinforcement Learning for Air Combat at DARPA's AlphaDogfight Trials

Author(s): Adrian P. Pope, Jaime S. Ide, Daria Mićović, Henry Diaz, Jason C. Twedt, Kevin Alcedo, Thayne T. Walker, David Rosenbluth, Lee Ritholtz, Daniel Javorsek

Pages: 1371 - 1385

2) Writing in the Air: Unconstrained Text Recognition From Finger Movement Using Spatio-Temporal Convolution

Author(s): Ue-Hwan Kim, Yewon Hwang, Sun-Kyung Lee, Jong-Hwan Kim

Pages: 1386 - 1398

3) View Invariant Spatio-Temporal Descriptor for Action Recognition From Skeleton Sequences

Author(s): Venkata Subbareddy K, Nirmala Devi L

Pages: 1399 - 1412

4) Fine-Grained Early Frequency Attention for Deep Speaker Representation Learning

Author(s): Amirhossein Hajavi, Ali Etemad

Pages: 1413 - 1425

5) Answering Binary Causal Questions Using Role-Oriented Concept Embedding

Author(s): Humayun Kayesh, Md. Saiful Islam, Junhu Wang

Pages: 1426 - 1436

6) Recording Behaviors of Artificial Intelligence in Blockchains

Author(s): Yushu Zhang, Jiahao Zhao, Jiajia Jiang, Youwen Zhu, Liangmin Wang, Yong Xiang

Pages: 1437 - 1448

7) Learning to Play Koi-Koi Hanafuda Card Games With Transformers

Author(s): Sanghai Guan, Jingjing Wang, Ruijie Zhu, Junhui Qian, Zhongxiang Wei

Pages: 1449 - 1460

8) Action Recognition in Dark Videos Using Spatio-Temporal Features and Bidirectional Encoder Representations From Transformers

Author(s): Himanshu Singh, Saurabh Suman, Badri Narayan Subudhi, Vinit Jakhetiya, Ashish Ghosh

Pages: 1461 - 1471

9) JSSE: Joint Sequential Semantic Encoder for Zero-Shot Event Recognition

Author(s): Naveen Madapana, Juan P. Wachs

Pages: 1472 - 1483

10) IBAttack: Being Cautious About Data Labels

Author(s): Akshay Agarwal, Richa Singh, Mayank Vatsa, Nalini Ratha

Pages: 1484 - 1493

11) DReD–A Descriptive Relation Dataset for Expanding Relation Extraction

Author(s): Logan Markewich, Yubin Xing, Roy Ka-Wei Lee, Zhi Li, Seokbum Ko

Pages: 1494 - 1503

12) Boundary-Aware Network With Topological Consistency Constraint for Optic Chiasm Segmentation

Author(s): Wei Huang, Xin Shu, Zizhou Wang, Chaoyue Chen, Yang Zhang, Lei Zhang, Jianguo Xu

Pages: 1504 - 1513

13) Concurrent Learning-Based Neuroadaptive Robust Tracking Control of Wheeled Mobile Robot: An Event-Triggered Design

Author(s): Krishanu Nath, Manas Kumar Bera, Sarangapani Jagannathan

Pages: 1514 - 1525

14) FaceTopoNet: Facial Expression Recognition Using Face Topology Learning

Author(s): Mojtaba Kolahdouzi, Alireza Sepas-Moghaddam, Ali Etemad

Pages: 1526 - 1539

15) AdaInject: Injection-Based Adaptive Gradient Descent Optimizers for Convolutional Neural Networks

Author(s): Shiv Ram Dubey, S. H. Shabbeer Basha, Satish Kumar Singh, Bidyut Baran Chaudhuri

Pages: 1540 - 1548

16) RAGAN: Regression Attention Generative Adversarial Networks

Author(s): Xiaoyu Jiang, Zhiqiang Ge

Pages: 1549 - 1563

17) AutoKE: An Automatic Knowledge Embedding Framework for Scientific Machine Learning

Author(s): Mengge Du, Yuntian Chen, Dongxiao Zhang

Pages: 1564 - 1578

18) Few-Shot Learning Network for Out-of-Distribution Image Classification

Author(s): Islam I. Osman, Mohamed S. Shehata

Pages: 1579 - 1591

19) A Hybrid Lane Detection Model for Wild Road Conditions

Author(s): Abhishek Mukhopadhyay, L. R. D. Murthy, Imon Mukherjee, Pradipta Biswas

Pages: 1592 - 1601

20) Surrogate-Assisted Multiobjective Neural Architecture Search for Real-Time Semantic Segmentation

Author(s): Zhichao Lu, Ran Cheng, Shihua Huang, Haoming Zhang, Changxiao Qiu, Fan Yang

Pages: 1602 - 1615

21) Event-Triggered Adaptive Bipartite Asymptotic Tracking Control Using Intelligent Technique for Stochastic Nonlinear Multiagent Systems

Author(s): Chaoda Liu, Ben Niu, Lei Liu, Xudong Zhao, Huanqing Wang, Huichuan Duan

Pages: 1616 - 1626

22) Adaptive Neuroevolution With Genetic Operator Control and Two-Way Complexity Variation

Author(s): Amir Behjat, Nathan Maurer, Sharat Chidambaran, Souma Chowdhury

Pages: 1627 - 1641

23) Improving Actor–Critic Reinforcement Learning via Hamiltonian Monte Carlo Method

Author(s): Duo Xu, Faramarz Fekri

Pages: 1642 - 1653

24) Adaptive-Critic-Based Event-Triggered Intelligent Cooperative Control for a Class of Second-Order Constrained Multiagent Systems

Author(s): Zijie Guo, Hongru Ren, Hongyi Li, Qi Zhou

Pages: 1654 - 1665

25) Distributed Adaptive Inverse Differential Game Approach to Leader's Behavior Learning for Multiple Autonomous Followers

Author(s): Huai-Ning Wu, Mi Wang

Pages: 1666 - 1678

26) Hybrid Intelligent Dynamic Optimization of Switched Systems

Author(s): Huan Li, Jun Fu, Tianyou Chai

Pages: 1679 - 1690

27) Scaling the Inference of Digital Pathology Deep Learning Models Using CPU-Based High-Performance Computing

Author(s): Weizhe Li, Mike Mikailov, Weijie Chen

Pages: 1691 - 1704

28) Deep Learning-Based Holistic Speaker Independent Visual Speech Recognition

Author(s): Praneeth Nemani, Ghanta Sai Krishna, Nikhil Ramisetty, B Digvijay Sri Sai, Santosh Kumar

Pages: 1705 - 1713

29) Variance-Guided Structured Sparsity in Deep Neural Networks

Author(s): Mohammad Khalid Pandit, Mahroosh Banday

Pages: 1714 - 1723

30) Ultralight-Weight Three-Prior Convolutional Neural Network for Single Image Super Resolution

Author(s): Alireza Esmaeilzehi, M. Omair Ahmad, M.N.S. Swamy

Pages: 1724 - 1738

31) Feature-Guided Perturbation for Facial Attribute Classification

Author(s): Saheb Chhabra, Puspita Majumdar, Mayank Vatsa, Richa Singh

Pages: 1739 - 1751

32) Toward Symptom Assessment Guided Symptom Investigation and Disease Diagnosis

Author(s): Abhisek Tiwari, Rishav Raj, Sriparna Saha, Pushpak Bhattacharyya, Sarbajeet Tiwari, Minakshi Dhar

Pages: 1752 - 1766

33) Memory-Augmented Lyapunov-Based Safe Reinforcement Learning: End-to-End Safety Under Uncertainty

Author(s): Ashkan B. Jeddi, Nariman L. Dehghani, Abdollah Shafieezadeh

Pages: 1767 - 1776

34) Optical Flow Estimation in Dense Foggy Scenes With Domain-Adaptive Networks

Author(s): Wending Yan, Aashish Sharma, Robby T. Tan

Pages: 1777 - 1788

35) Learning Deep Asymmetric Tolerant Part Representation

Author(s): Xiaohan Yu, Yang Zhao, Yongsheng Gao, Shengwu Xiong

Pages: 1789 - 1801

IEEE Transactions on Fuzzy Systems, Volume 31, Issue 11, November 2023

1) Reshaping Wearable Robots Using Fuzzy Intelligence: Integrating Type-2 Fuzzy Decision, Intelligent Control, and Origami Structure

Author(s): Shiyuan Bian, Jonathan M. Garibaldi, Zhijun Li

Pages: 3741 - 3761

2) An Improved Zonotopic Approach Applied to Fault Detection for Takagi–Sugeno Fuzzy Systems

Author(s): Youdao Ma, Zhenhua Wang, Nacim Meslem, Tarek Raïssi, Yi Shen

Pages: 3762 - 3774

3) Protocol-Based SMC for Interval Type-2 Fuzzy Semi-Markovian Jumping Systems With Channel Fading

Author(s): Wenhai Qi, Ning Zhang, Ju H. Park, Hak-Keung Lam, Jun Cheng

Pages: 3775 - 3786

4) Convex Stability Analysis of Mamdani-Like Fuzzy Systems With Singleton Consequents

Author(s): Anh-Tu Nguyen, Amine Dehak, Thierry-Marie Guerra, Michio Sugeno

Pages: 3787 - 3798

5) Event-Triggered Positive Filter Design for Positive Polynomial Fuzzy Systems via Premise Integration and Membership-Function-Dependent Methods

Author(s): Meng Han, Ge Guo, Hak-Keung Lam, Bo Han, Zhengsong Wang

Pages: 3799 - 3811

6) Minimal Determinization Algorithm for Fuzzy Automata

Author(s): Aitor Gonzalez de Mendívil Grau, Stefan Stanimirović, Federico Fariña

Pages: 3812 - 3822

7) Input–Output Finite-Time Stability for Switched T–S Fuzzy Delayed Systems With a Time-Dependent Lyapunov–Krasovskii Functional Approach

Author(s): Hong Sang, Peng Wang, Ying Zhao, Hong Nie, Jun Fu

Pages: 3823 - 3837

8) Online Product Decision Support Using Sentiment Analysis and Fuzzy Cloud-Based Multicriteria Model Through Multiple E-Commerce Platforms

Author(s): Zaoli Yang, Qin Li, Vincent Charles, Bing Xu, Shivam Gupta

Pages: 3838 - 3852

9) Observer-Based Security Fuzzy Control for Nonlinear Networked Systems Under Weighted Try-Once-Discard Protocol

Author(s): Jinliang Liu, Enyu Gong, Lijuan Zha, Engang Tian, Xiangpeng Xie

Pages: 3853 - 3865

10) DG-ALETSK: A High-Dimensional Fuzzy Approach With Simultaneous Feature Selection and Rule Extraction

Author(s): Guangdong Xue, Jian Wang, Bin Yuan, Caili Dai

Pages: 3866 - 3880

11) Approach to Gait Coordination: Adaptive Fuzzy Finite-Time Control of a Stochastic Prosthesis-Human Symbiosis With Intentional Delay

Author(s): Xin Ma, Xiaoxu Zhang, Hongbin Fang, Jian Xu

Pages: 3881 - 3895

12) Finite-Time Adaptive Fuzzy Event-Triggered Control for Nonstrict Feedback Stochastic Nonlinear Systems With Multiple Constraints

Author(s): Yingchun Wang, Zhiyong Wang, Huaguang Zhang, Xiangpeng Xie

Pages: 3896 - 3905

13) Asynchronous Dissipative Control of Discrete-Time Fuzzy Markov Jump Systems With Dynamic State and Input Quantization

Author(s): Jianping Zhou, Jingjing Dong, Shengyuan Xu

Pages: 3906 - 3920

14) Dynamic Output Feedback-Based Tracking Control Design With Input Time-Varying Delay for Fuzzy Systems

Author(s): S. Anusuya, R. Sakthivel, O. M. Kwon

Pages: 3921 - 3933

15) Adaptive Fuzzy Control for Heterogeneous Vehicular Platoon Systems With Collision Avoidance and Connectivity Preservation

Author(s): Yongming Li, Yongyan Zhao, Shaocheng Tong

Pages: 3934 - 3943

16) Active Antinoise Fuzzy Dominance Rough Feature Selection Using Adaptive K-Nearest Neighbors

Author(s): Binbin Sang, Weihua Xu, Hongmei Chen, Tianrui Li

Pages: 3944 - 3958

17) Incremental Approximation Feature Selection With Accelerator for Rough Fuzzy Sets by Knowledge Distance

Author(s): Deyou Xia, Guoyin Wang, Qinghua Zhang, Jie Yang, Shuai Li, Man Gao

Pages: 3959 - 3973

18) A Fuzzy Adaptive Zeroing Neural Network Model With Event-Triggered Control for Time-Varying Matrix Inversion

Author(s): Jianhua Dai, Ping Tan, Lin Xiao, Lei Jia, Yongjun He, Jiajie Luo

Pages: 3974 - 3983

19) Interval Type-2 Fuzzy Relation Matrix Model via Semitensor Product

Author(s): Aidong Ge, Zhen Chang, Jun-e Feng

Pages: 3984 - 3994

20) Evolutionary Algorithms With Blind Fitness Evaluation for Solving Optimization Problems With Only Fuzzy Fitness Information

Author(s): Xin Zhao, Xue Jia, Tao Zhang, Yahui Cao, Tianwei Liu

Pages: 3995 - 4009

21) Hierarchical Sliding-Mode Surface-Based Adaptive Critic Tracking Control for Nonlinear Multiplayer Zero-Sum Games via Generalized Fuzzy Hyperbolic Models

Author(s): Heng Zhao, Guangdeng Zong, Xudong Zhao, Huanqing Wang, Ning Xu, Ning Zhao

Pages: 4010 - 4023

22) Consistent Matrix: A Feature Selection Framework for Large-Scale Datasets

Author(s): Tian Yang, Yuan-Jiang Li, Yuhua Qian, Fei-Yue Wang

Pages: 4024 - 4038

23) Adaptive Fuzzy Nonsingular Fixed-Time Control for a Class of MIMO Nonstrict Feedback System

Author(s): Kang Chen, Xuyang Wang, Dengxiu Yu, Kang Hao Cheong, Zhen Wang

Pages: 4039 - 4050

24) Wavelet Fuzzy Neural Supertwisting Sliding Mode Control of an Active Power Filter

Author(s): Juntao Fei, Lei Zhang, Jie Zhuo, Yunmei Fang

Pages: 4051 - 4063

25) Adaptive Fuzzy Approximate Optimal Consensus of Lagrangian Agents: An EXTRA-Based Smoothing Approach

Author(s): Haris E. Psillakis, Konstantinos A. Oikonomidis

Pages: 4064 - 4074

26) Finite-Time Membership Function-Dependent H∞ Control for T–S Fuzzy Systems via a Dynamic Memory Event-Triggered Mechanism

Author(s): Qinghua Hou, Jiuxiang Dong

Pages: 4075 - 4084

27) Aperiodic Sampled-Data-Based Control for T-S Fuzzy Systems: An Improved Fuzzy-Dependent Adaptive Event-Triggered Mechanism

Author(s): Zheng You, Huaicheng Yan, Hao Zhang, Yunsong Hu, Song Zhu

Pages: 4085 - 4096

28) Joint Learning of Anchor Graph-Based Fuzzy Spectral Embedding and Fuzzy K-Means

Author(s): Jianyong Zhu, Wenjie Zhao, Hui Yang, Feiping Nie

Pages: 4097 - 4108

29) Robust Output-Feedback H∞ Online Optimization Control for T–S Fuzzy Systems via Differential Evolution Algorithm

Author(s): Zhenxing Zhang, Jiuxiang Dong

Pages: 4109 - 4120

30) Locally Expanded Constraint-Boundary-Based Adaptive Composite Control of a Constrained Nonlinear System With Time-Varying Actuator Fault

Author(s): Fang Wang, Xiaoxian Xie, Chao Zhou

Pages: 4121 - 4136

31) Fuzzy Adaptive Finite-Time Tracking Control for a Class of Nonlinear Systems: An Event-Triggered Quantized Control Scheme

Author(s): Yunbiao Jiang, Zhongxin Liu, Zengqiang Chen

Pages: 4137 - 4144

IEEE Transactions on Emerging Topics in Computational Intelligence, Volume 7, Issue 6, December 2023

1) Learning to Learn Evolutionary Algorithm: A Learnable Differential Evolution

Author(s): Xin Liu, Jianyong Sun, Qingfu Zhang, Zhenkun Wang, Zongben Xu

Pages: 1605 - 1620

2) SafeCool: Safe and Energy-Efficient Cooling Management in Data Centers With Model-Based Reinforcement Learning

Author(s): Jianxiong Wan, Yanduo Duan, Xiang Gui, Chuyi Liu, Leixiao Li, Zhiqiang Ma

Pages: 1621 - 1635

3) Possibilistic Neighborhood Graph: A New Concept of Similarity Graph Learning

Author(s): Can Gao, Yangbo Wang, Jie Zhou, Weiping Ding, Linlin Shen, Zhihui Lai

Pages: 1636 - 1650

4) Wavelet-Based Self-Attention GAN With Collaborative Feature Fusion for Image Inpainting

Author(s): Lili Shen, Jie Yan, Xichun Sun, Beichen Li, Zhaoqing Pan

Pages: 1651 - 1664

5) Deep Gradual-Conversion and Cycle Network for Single-View Synthesis

Author(s): Jianjun Lei, Bingzheng Liu, Bo Peng, Xiaochun Cao, Qingming Huang, Nam Ling

Pages: 1665 - 1675

6) Topic Integrated Opinion-Based Drug Recommendation With Transformers

Author(s): Simi Job, Xiaohui Tao, Yuefeng Li, Lin Li, Jianming Yong

Pages: 1676 - 1686

7) JGSED: An End-to-End Spectral Clustering Model for Joint Graph Construction, Spectral Embedding and Discretization

Author(s): Yong Peng, Wenna Huang, Wanzeng Kong, Feiping Nie, Bao-Liang Lu

Pages: 1687 - 1701

8) Privacy Protection Decentralized Economic Dispatch Over Directed Networks With Accurate Convergence

Author(s): Qingguo Lü, Shaojiang Deng, Huaqing Li, Tingwen Huang

Pages: 1702 - 1716

9) Evo-Panel: Dynamic Visualization Tool for Optimization Process

Author(s): Shu-Yu Kuo, Yu-Chi Jiang, Cheng-Yen Hua, Yao-Hsin Chou, Sy-Yen Kuo

Pages: 1717 - 1732

10) An Effective Scoring-Based Metaheuristic Algorithm for Rectilinear Block Placement

Author(s): Zhipeng Lü, Yan Li, Zhouxing Su, Yaozhong Zhao, Junwen Ding

Pages: 1733 - 1745

11) Automatic Counting of Planting Microsites via Local Visual Detection and Global Count Estimation

Author(s): Ahmed Zgaren, Wassim Bouachir, Nizar Bouguila

Pages: 1746 - 1760

Weekly Review 24 November 2023

Some interesting links that I Tweeted about in the last week (I also post these on Mastodon, Threads, Newsmast and Post): 

1. A startup developing tools for AI to recognise African languages. When will we have the same kind of tools for Pacific languages as well? https://www.technologyreview.com/2023/11/17/1083637/lelapa-ai-african-languages-vulavula/artificial intelligence
2. An AI chemist evaluating catalysts to use in generating oxygen on Mars: https://interestingengineering.com/science/ai-mars-oxygen-from-ice 
3. A new artificial intelligence model from DeepMind predicts weather better than conventional models, without the need for supercomputers: https://www.nature.com/articles/d41586-023-03552-y 
4. AI can now do the bulk of the initial work in designing semiconductors: https://spectrum.ieee.org/how-will-ai-change-semiconductors
5. If artificial intelligence does take more and more jobs, I don't think a robot tax is the way to fund a universal basic income. Instead, a general capital tax on the wealthy is needed, to reduce economic disparity before it turns into social instability: https://www.theguardian.com/global-development/2023/nov/16/ai-is-coming-for-our-jobs-could-universal-basic-income-be-the-solution
6. First they sack him https://www.stuff.co.nz/technology/301011200/shock-exit-for-boss-of-chatgpt-maker-openai-after-being-dumped-by-the-board now they want him back https://www.theverge.com/2023/11/18/23967199/breaking-openai-board-in-discussions-with-sam-altman-to-return-as-ceo What on earth is going on at OpenAI?
7. While generative AI like ChaptGPT might be getting all the attention in artificial intelligence, smart autonomous agents are becoming more widespread: https://www.informationweek.com/machine-learning-ai/the-rise-of-autonomous-ai-agents
8. The increasing power demands of artificial intelligence are increasing the carbon emissions generated by the technology. Time to locate the data centres in places like New Zealand, the produce almost all of their electricity from renewables? https://www.nextplatform.com/2023/11/17/pushing-the-limits-of-hpc-and-ai-is-becoming-a-sustainability-headache/
9. So YouTube now requires AI generated content to be labelled as such. But how will they know if it's generated? https://blog.youtube/inside-youtube/our-approach-to-responsible-ai-innovation/
10. But will YouTube's new music generation tool also flag everything it generates as AI produced? https://www.theregister.com/2023/11/17/youtube_generative_ai/
11. My last postdoc certainly didn't broaden my skills much, I was mostly treated as a highly-qualified code monkey: https://www.nature.com/articles/d41586-023-03544-y
12. Maybe Auckland Transport should be looking at this AI technology https://interestingengineering.com/innovation/ai-powered-traffic-signs-can-reduce-emissions-from-vehicles when it takes three hours to get out of a mall car park https://www.nzherald.co.nz/nz/aa-hits-out-at-auckland-transport-after-shoopers-stuck-in-traffic-jam-for-hours/LLCZ63FNI5FOPGY2PFG4NIS4JI/
13. New Zealand already has pretty good privacy laws, won't they be a big help in regulating artificial intelligence? https://businessdesk.co.nz/article/law-regulation/we-urgently-need-rules-for-ai-says-legal-expert
14. ChaptGPT and other artificial intelligence software is NOT a replacement for a human counsellor: https://www.thepost.co.nz/a/nz-news/350111290/i-am-counsellor-chat-gpt-not
15. A camera with embedded generation of content credentials, to combat fakes from generative AI: https://spectrum.ieee.org/leica-camera-content-credentials
16. Publish or Perish meets artificial intelligence - generating summaries of scientific publications: https://www.nature.com/articles/d41586-023-03545-x
17. The jobs in IT that artificial intelligence will create: https://www.informationweek.com/machine-learning-ai/the-it-jobs-ai-could-replace-and-the-ones-it-could-create
18. Neural networks that are trained on hybrid digital and quantum computers: https://spectrum.ieee.org/quantum-machine-learning-terra-quanta 
19. Why am I not surprised that it's Meta that broke up its up responsible AI group? https://www.theverge.com/2023/11/18/23966980/meta-disbanded-responsible-ai-team-artificial-intelligence
20. Students don't want to have to go to the expense and effort to attend class physically. Institutions need to adjust to this new reality: https://www.nzherald.co.nz/nz/victoria-university-students-win-fight-over-attending-lectures-no-longer-have-to-turn-up-in-person/JY3COFXKMZGAVJUT7XGYHJLBY4/
21. Tldraw, an artificial intelligence based tool that turns sketches of user interfaces into working code: https://arstechnica.com/information-technology/2023/11/ai-powered-drawing-app-stuns-developers-by-turning-sketches-into-functional-games/
22. For all the impact ChatGPT has had, it's easy to forget that it's really only one year old: https://www.computerworld.com/article/3710293/openais-chatgpt-turns-one-year-old-what-it-did-and-didnt-do.html artificial intelligence
23. Most of the most powerful artificial intelligence technology is controlled by large corporations. I think expecting them to show empathy is a bit of a fool's errand: https://www.informationweek.com/machine-learning-ai/to-ai-hell-and-back-finding-salvation-through-empathy
24. Microsoft releases tools to make it even easier to use artificial intelligence to fake videos of people saying things they never said: https://www.theguardian.com/technology/2023/nov/17/microsoft-azure-ai-video-deepfakes
25. Why educators need to embrace ChatGPT and other generative AI: https://www.nature.com/articles/d41586-023-03505-5
26. Dell is now offering generative AI models for its customers: https://www.computerworld.com/article/3710869/dell-cuddles-up-to-hugging-face-to-offer-genai-to-customers.html
27. Hybrid AI - offloading some of the computation onto client devices - is expected to further spread the use of artificial intelligence: https://www.datanami.com/2023/11/16/how-hybrid-ai-will-enable-far-greater-ai-use/
28. The latest hardware rankings for artificial intelligence: https://spectrum.ieee.org/generative-ai-training

Weekly Review 17 November 2023

 Some interesting links that I Tweeted about in the last week (I also post these on Mastodon, Threads and Newsmast): 

1. Yes Billy, after the crap you directed at Siouxsie Wiles and others, you do deserve to go to jail: https://www.nzherald.co.nz/nz/billy-te-kahika-on-covid-19-protest-prison-sentence-i-shouldnt-have-to-go-to-jail/7MNYLHBQLRCGNBIA5JJCKS3MYI/
2. I moved cities three times for my three post-docs, and each time was hard on my family. Post-docs shouldn't just be for young, single people, but that is the reality: https://www.science.org/content/article/i-didn-t-want-relocate-postdoc-fellowship-reviewers-penalized-me-it
3. Watermarking of images generated by AI can only be effective and trusted if all images are watermarked with their provenance, whether the creator is human or an artificial intelligence: https://www.datanami.com/2023/11/06/can-watermarking-solve-genais-trust-problem/
4. The kind of people who would misuse artificial intelligence to produce this kind of material would certainly not use watermarking: https://www.theregister.com/2023/11/10/child_psychiatrist_sentenced_ai/
5. Another case of misused artificial intelligence where watermarking would certainly not be used by those who created the material: https://www.stuff.co.nz/world/us-canada/301003371/ai-fake-nudes-are-booming-its-ruining-real-teens-lives
6. The people who promulgate conspiracy theories would not be deterred by watermarking of fakes generated by artificial intelligence, or by any other verification technology: https://spectrum.ieee.org/deepfake-2666142928
7. My suburb was cut off by floodwater during the Auckland Anniversary Weekend floods in January 2023. I wonder if this machine learning model could have predicted them? https://spectrum.ieee.org/flood-warning
8. While the author of this article was able to make their way from a deprived start into a research career, I can't help but wonder how many other potentially great researchers have not been able to do the same? https://www.science.org/content/article/homeless-phd-found-way-research
9. Generative artificial intelligence does not yet have the framework of rules and heuristics that we call common sense to back up and refine what it produces. Which gives rise to some odd outputs: https://www.theguardian.com/travel/2023/nov/12/chatgpt-travel-planning-intinerary-walking-ai
10. "If anything can be fake, then nothing has to be real". Has artificial intelligence brought us into a post-reality world? https://www.informationweek.com/machine-learning-ai/deepfakes-get-weaponized-in-the-gaza-war
11. It seems quite obvious to me that the established players in artificial intelligence will push for regulation that favours them: https://www.datasciencecentral.com/regulatory-capture-why-ai-regulation-favours-the-incumbents/
12. This AI pin mostly does what a smartphone does, but adds a wide-angle camera and laser projector. So why not make a clip-on camera and projector that talks to your phone? https://techcrunch.com/2023/11/09/humanes-ai-pin-up-close/
13. Call me a cynic, but could artificial intelligence really mess up the economy worse than Wall Street? There were not AI in 2008: https://www.theguardian.com/technology/2023/nov/09/yuval-noah-harari-artificial-intelligence-ai-cause-financial-crisis
14. Of course, relying on machine learning for stock trading isn't the safest way of avoiding the artificial intelligence economic apocalypse: https://www.datasciencecentral.com/artificial-intelligence-making-waves-in-the-stock-market/
15. Health care is a much better area to apply artificial intelligence and machine learning, compared to finance: https://www.datanami.com/2023/11/10/unlocking-the-potential-of-ai-and-ml-in-healthcare-today/
16. The provenance, and licensing, of data sets used to train artificial intelligence is a bit of a mess: https://spectrum.ieee.org/data-ai
17. OpenAI wants to help build new training data sets for artificial intelligence: https://techcrunch.com/2023/11/09/openai-wants-to-work-with-organizations-to-build-new-ai-training-data-sets/
18. A few years ago, when I was the Head of an IT teaching department, I used to tell the tourism students that artificial intelligence was going to take their jobs before it took the IT students' jobs: https://www.stuff.co.nz/travel/news/301004486/tourism-industry-choosing-robots-over-staff-no-training-no-staff-meals-no-leave
19. A cheat sheet for using ChaptGPT: https://www.techrepublic.com/article/chatgpt-cheat-sheet/ 
20. Adding more parameters to generative AI is not guaranteed to solve the underlying problems facing artificial intelligence, which come from a lack of understanding of the language they are generating: https://www.extremetech.com/computing/report-amazon-is-developing-ai-model-twice-as-complex-as-chatgpt
21. As more organisations adopt artificial intelligence, data centres must adapt to the needs of this technology: https://www.informationweek.com/it-infrastructure/how-data-center-infrastructures-must-change-to-support-ai
22. So if you're good at something already, you don't need artificial intelligence to do it for you? Am I the only one who finds that kind of obvious? https://techcrunch.com/2023/11/10/ai-makes-you-worse-at-what-youre-good-at/
23. Now Samsung is introducing artificial intelligence into its smart phones https://www.theregister.com/2023/11/09/samsung_introduces_generative_ai_on_devices/
24. I suspect the profession of "prompt engineer" is going to disappear very soon, especially as generative artificial intelligence gets better at understanding prompts: https://www.kdnuggets.com/why-prompt-engineering-is-a-fad
25. How will IT departments adapt to the needs of artificial intelligence? https://www.informationweek.com/machine-learning-ai/revamping-it-for-ai-system-support
26. Is robotics soon going to have a "ChaptGPT moment"? https://techcrunch.com/2023/11/10/ai-robotics-gpt-moment-is-near/
27. Detecting infidelity using artificial intelligence: https://dataconomy.com/2023/11/10/cheater-buster-ai-and-how-does-it-work/
28. Generative artificial intelligence brings a whole slew of ethical issues with it: https://www.kdnuggets.com/the-new-ethical-implications-of-generative-artificial-intelligence
29. The lack of transparency in large language model artificial intelligence: https://www.datanami.com/2023/11/09/watchful-plots-transparency-of-black-box-llms/